diff --git a/benchmark/paper/combined_data.ipynb b/benchmark/paper/combined_data.ipynb index 5d99300a8..00f4a3825 100644 --- a/benchmark/paper/combined_data.ipynb +++ b/benchmark/paper/combined_data.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 88, "metadata": {}, "outputs": [ { @@ -47,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 89, "metadata": {}, "outputs": [], "source": [ @@ -56,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 90, "metadata": {}, "outputs": [ { @@ -100,6 +100,120 @@ "cell_type": "code", "execution_count": 91, "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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createdAtcostUSDsuccesssuccess_%
count2101321013.00000014835.00000014835.000000
mean2023-08-17 11:11:17.9986513920.02069560.79312141.944305
min2023-08-04 08:13:39.2000000.0000800.0000000.000000
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50%2023-08-14 21:48:55.6800000.005628100.00000033.330000
75%2023-08-23 08:14:560.037440100.00000070.000000
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" + ], + "text/plain": [ + " createdAt costUSD success success_%\n", + "count 21013 21013.000000 14835.000000 14835.000000\n", + "mean 2023-08-17 11:11:17.998651392 0.020695 60.793121 41.944305\n", + "min 2023-08-04 08:13:39.200000 0.000080 0.000000 0.000000\n", + "25% 2023-08-13 01:56:33.920000 0.002416 0.000000 10.000000\n", + "50% 2023-08-14 21:48:55.680000 0.005628 100.000000 33.330000\n", + "75% 2023-08-23 08:14:56 0.037440 100.000000 70.000000\n", + "max 2023-09-01 17:17:32.032000 0.190410 100.000000 100.000000\n", + "std NaN 0.026256 48.414591 34.914957" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, "outputs": [ { "data": { @@ -376,7 +490,7 @@ "24286 2023-08-05 08:12:00+00:00 " ] }, - "execution_count": 91, + "execution_count": 92, "metadata": {}, "output_type": "execute_result" } @@ -390,7 +504,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 93, "metadata": {}, "outputs": [ { @@ -418,7 +532,7 @@ " 'TestAgentProtocol_ListAgentTasksIds'], dtype=object)" ] }, - "execution_count": 66, + "execution_count": 93, "metadata": {}, "output_type": "execute_result" } @@ -459,18 +573,18 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 94, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array(['gpt-engineer', 'mini-agi', 'smol-developer', 'beebot', 'auto-gpt',\n", - " 'babyagi', 'polygpt', 'evo', 'auto-gpt-turbo', 'turbo'],\n", + "array(['smol-developer', 'turbo', 'auto-gpt', 'beebot', 'mini-agi',\n", + " 'polygpt', 'gpt-engineer', 'babyagi', 'auto-gpt-turbo', 'evo'],\n", " dtype=object)" ] }, - "execution_count": 24, + "execution_count": 94, "metadata": {}, "output_type": "execute_result" } @@ -481,7 +595,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 104, "metadata": {}, "outputs": [], "source": [ @@ -493,7 +607,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -508,8 +622,11 @@ } ], "source": [ + "# Agent Benchmark Runs Over Time\n", + "\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", + "import numpy as np\n", "\n", "# Convert 'benchmark_start_time' to datetime if it's not already\n", "df['benchmark_start_time'] = pd.to_datetime(df['benchmark_start_time'])\n", @@ -539,62 +656,6 @@ "plt.tight_layout()\n", "\n", "# Show the plot\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 114, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "# Convert 'success' column to boolean if it's not\n", - "df['success'] = df['success'].astype(bool)\n", - "\n", - "# Convert 'benchmark_start_time' to datetime if it's not\n", - "df['benchmark_start_time'] = pd.to_datetime(df['benchmark_start_time'])\n", - "\n", - "filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n", - "\n", - "# Filter the DataFrame for a specific challenge\n", - "specific_challenge = 'TestRememberMultipleIdsWithNoise' # Replace with the challenge you're interested in\n", - "filtered_df = filtered_df[filtered_df['challenge'] == specific_challenge]\n", - "\n", - "# Group by 'benchmark_start_time', 'agent', and 'success', then count occurrences\n", - "count_by_agent_over_time = filtered_df.groupby(['benchmark_start_time', 'agent', 'success']).size().reset_index(name='count')\n", - "\n", - "# Create a list of unique agents\n", - "unique_agents = count_by_agent_over_time['agent'].unique()\n", - "\n", - "# Plotting\n", - "plt.figure(figsize=(15, 8))\n", - "\n", - "# Plot each agent\n", - "for agent in unique_agents:\n", - " subset_df = count_by_agent_over_time[(count_by_agent_over_time['agent'] == agent)]\n", - " \n", - " # Plot successes and failures separately\n", - " for success in [True]:\n", - " subsubset_df = subset_df[subset_df['success'] == success]\n", - " plt.plot(subsubset_df['benchmark_start_time'], subsubset_df['count'], marker='o', linestyle='-', label=f\"{agent} (Success: {success})\")\n", - "\n", - "plt.title(f'Success/Failure Count by Agent Over Time for Challenge: {specific_challenge}')\n", - "plt.xlabel('Benchmark Start Time')\n", - "plt.ylabel('Count')\n", - "plt.grid(True)\n", - "plt.legend(title='Agents')\n", "plt.show()" ] }, @@ -623,7 +684,7 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ @@ -712,13 +773,6 @@ " json.dump(master_response_nested_dict, f, indent=4)" ] }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "code", "execution_count": 93, @@ -746,6 +800,8 @@ } ], "source": [ + "# Average Success % per Agent for Each Challenge\n", + "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", @@ -806,22 +862,12 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 56, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+T025fyTnOnXqlGnQoIG5+uqrPW2bNm0yksyIESO8+ub+QXf2Hzx33323qVixYp4/1vr372/sdnue9Z3N7Xab9u3bG0mmfPny5pZbbjGzZs0yv//+e56+vgZr6enpJiwszPTq1cvk5OTkWZ8xxmRlZZnY2FjTvHlzc/z48Xz7uN1uU6tWLdO5c2dPmzFn9l+1atXMtdde62mz2+1m6NCh59zOb775xkgyb7/99jn77Nixw4SHh5sJEyZ4tW/bts1YrVZPuy/LOpfcfT158mRP28mTJ03jxo1NuXLlPAFCsI61c0lNTTWJiYme/frxxx8bSXn+uL7hhhvyfc03bNiQ5w9dY/x7zXKPm8GDB3vaXC6Xueyyy4zFYjFPP/20p/3w4cOmRIkSZuDAgZ623LCqcuXKJjs729P+1ltvGUlm+vTp592Oc5FkJJmNGzd62n7//XcTHR1tevXq5Wnz9b2XW2v16tULfD/+VcOGDc1tt93mef7II4+YsmXLeoXgJ0+eNGXKlDFNmzb1ap83b56R5BWs+XtcRUZGml9++cXTtnXrViPJK0B69tln8wQuBcl93Q8cOOBp279/v4mMjDTXXXed12fGzJkzjSTzyiuveNpy30PPPfecX+vL75GcnOzp53K58vy4cvjwYVO+fHlz1113edr+97//GUlm+PDhedZ19jHv6/7LzxVXXGHsdrtP22fM/+2TBQsWeNpOnjxpKlSoYHr37u33NubWX1CwduTIEVOqVCkzaNAgr/n27t1r7Ha7V/vAgQONJDNu3Lg829mkSRPP8yVLlhhJZtq0aZ62nJwcT0h49ufNNddcYxo2bGhOnDjhaXO73aZVq1amVq1a59pVxhhjfvnll3xfh3fffTfP+nOX+9dQ9uz3WtWqVY0k89FHH+VZV37v986dO3t9tzh7GUuWLPG0ORwOU7FiRXPFFVd42nJfh06dOnkdb//6179MeHi4ycrKKnDbz+ZLsLZ7924jyUyaNMnn5QJAUeBUUAAoQgsXLlT58uXVsWNHSWdOb+rXr5/eeOMNzykoV199tcqWLas333zTM9/hw4f1ySefqF+/fp62t99+W3Xr1lWdOnWUmZnpeVx99dWSlOd0mvbt26tevXp5ajr7uiuHDx+Ww+FQ27ZtvU5bzD1d6J///KfXvMOGDfN6bozRkiVL1K1bNxljvOrq3LmzHA6H13L/ymKxaMWKFRo/frzi4+O1aNEiDR06VFWrVlW/fv0CusbasmXL5Ha79fjjj+e5flTuKaOffPKJjhw5oocffjjPtcBy+2zZskXp6em69dZbdfDgQc92HTt2TNdcc42++OILud1uSWeuBbNu3bpz3inPbrdLklasWCGn05lvn6VLl8rtdqtv375e+7FChQqqVauW5/X1ZVkFsVqtGjJkiOd5ZGSkhgwZov3792vTpk2Sgnes5cflcunNN99Uv379PPs691Sls0+TDoQ/r1mue+65x/Pv8PBwXXXVVTLG6O677/a0lypVSsnJyfrtt9/yrHPAgAGKjY31PO/Tp48qVqyoDz744G9tS8uWLdWkSRPP8ypVqqhHjx5asWKFcnJyAnrvDRw40OfrLn377bfatm2bbrnlFk/bLbfcoszMTK1YscLTtnHjRh08eFCDBg2S1fp/l/K97bbbFB8f77VMf4+rTp06qUaNGp7njRo1UlxcXL6vw9/x6aef6tSpUxoxYoTXZ8agQYMUFxen//73v179o6Ki8j19vyBLlizRJ5984vWYO3euZ3p4eLjn1D+3261Dhw7J5XLpqquu8nodlyxZIovFku91Ov96Snyg+y87O9vrmPZFTEyMbr/9ds/zyMhINWvWzGtdvm6jLz755BNlZWV5jsncR3h4uJo3b57v6aX/+Mc/vJ63bdvWq76PPvpIERERGjRokKctLCxMQ4cO9Zrv0KFD+t///qe+ffvqyJEjnnUfPHhQnTt3Vnp6uv78889z1n7w4EFJyvP+yD01+6+nhzocDiUkJHg9/npH5GrVqqlz58551nX2+93hcCgzM1Pt27fXb7/9lufSAZUqVVKvXr08z+Pi4jRgwAB98803ee5eO3jwYK/jrW3btsrJydHvv/9+zu0ORO4+yszMDOpyAeDv4uYFAFBEcnJy9MYbb6hjx47KyMjwtDdv3lyTJ0/WZ599puuuu05Wq1W9e/fW66+/rpMnTyoqKkpLly7V6dOnvYK19PR0/fjjj0pISMh3fbkX5c5VrVq1fPu9//77Gj9+vLZs2eJ1XaOzvyT//vvvCgsLy7OMv95F78CBA8rKytILL7ygF154wae6/ioqKkqjR4/W6NGjtWfPHq1atUrTp0/XW2+9pYiICL322msFzv9Xv/76q8LCwgoMenKv7dagQYNz9klPT5d0Jow4F4fDofj4eD3zzDMaOHCgEhMT1aRJE3Xt2lUDBgxQ9erVJZ15LUaOHKkpU6Zo4cKFatu2rbp37+65tlfu+owxqlWrVr7rioiI8HlZBalUqZJKlizp1Va7dm1J0o4dO9SiRYugHWv5+fjjj3XgwAE1a9ZMv/zyi6e9Y8eOWrRokSZNmnTeC+qfiz+vWa4qVap4Tbfb7YqOjs5zoXm73e75g/hsf329LBaLatasec7rfPkqv+Ogdu3acjqdOnDggMLCwvx+7/nzOr322msqWbKkqlev7nmdoqOjPXdxveGGGyTJ84f0Xz8brFZrnmvJ+Xtc/fW1kc78oX348GGft8MXuduQnJzs1R4ZGanq1avnCQsqV66c7/WvCtKuXbvz3rxg/vz5mjx5sn766SedPn3a03726/brr7+qUqVKPl2nKtD9F0h4edlll+UJ9uLj4/Xtt996tfmyjb7Ifa/nhrJ/FRcX5/U891p0f63v7H3x+++/q2LFinluRPHXY/uXX36RMUaPPfaYHnvssXzXv3//flWuXLnAbTDGeD3PDTOPHj3q1R4TE6NPPvlE0pnPz2effTbPss61/1avXq0nnnhCa9euzfNDjMPh8Po/o2bNmnlew7P/b6hQoYKn/a/HVu5narDfm7n7KL/rqAJAcSJYA4Ai8r///U979uzRG2+8oTfeeCPP9IULF+q6666TJPXv31/PP/+8PvzwQ/Xs2VNvvfWW6tSpo8svv9zT3+12q2HDhpoyZUq+60tMTPR6nt/IlC+//FLdu3dXu3btNHv2bFWsWFERERGaO3dunovH+yJ39M/tt99+zjCjUaNGPi+vYsWK6t+/v3r37q369evrrbfe0rx582S1Ws/5xfqvF58Oltxte/bZZ9W4ceN8++SOLOjbt6/atm2rd955x/OHz6RJk7R06VJdf/31kqTJkycrJSVF7777rj7++GMNHz5cEydO1Ndff63LLrtMbrdbFotFH374ocLDw8+5Ll+WFYxt/7vH2rnkjkrr27dvvtNXrVrlGeHpL39es1z57ev82qS8fwgXp0Dee76+TsYYLVq0SMeOHcs3oN6/f7+OHj2aZ1/6UrM/x1Wovg6FcbfF1157TSkpKerZs6cefPBBlStXTuHh4Zo4caLnhwB/Bbr/6tSpo2+++Ua7du3K85r8nXUFcxtzj/9XX33VK/DJdfboyYLqC0Tuuh944IF8R4lJecO4s+XelOevIVSdOnUkSd99951Xu9VqVadOnSRJf/zxR77LzO+Y/PXXX3XNNdeoTp06mjJlihITExUZGakPPvhAU6dOzTN61x9F9d7M3UcXyh11AVw6CNYAoIgsXLhQ5cqV06xZs/JMW7p0qd555x0999xzKlGihNq1a6eKFSvqzTffVJs2bfS///1Po0eP9pqnRo0a2rp1q6655pqAf71dsmSJoqOjtWLFCkVFRXnazz4lSZKqVq0qt9utjIwMr5EzZ48wks7cWS82NlY5OTmeL/7BEBERoUaNGik9Pd1zOmR8fHy+p4b+dTRJjRo15Ha79cMPP5wzXMk9Peq777475x9AuX3i4uJ82raKFSvqn//8p/75z39q//79uvLKKzVhwgRPsCZJDRs2VMOGDfXoo49qzZo1at26tZ577jmNHz9eNWrUkDFG1apV84wSKEhByyrI7t27dezYMa9Raz///LMkeUYYBeNYy8+xY8f07rvvql+/furTp0+e6cOHD9fChQu9Tp3Oz7na/X3NgiF35EwuY4x++eUXr1ArkH341+VKZ14nm83mGXlTGO896Uy4+ccff2jcuHGqW7eu17TDhw9r8ODBWrZsmW6//XZVrVpV0pnPhrMDUZfLpR07dnjth8I4roKxnNxt2L59u2eUqXTmLpYZGRlFciwtXrxY1atX19KlS7226a+nfNaoUUMrVqzQoUOH/Lq7oj+6deumRYsW6bXXXtOoUaOCtlxft9EXue/1cuXKBe31qVq1qj7//HM5nU6vUWt//X8v9xiJiIgIaN1VqlRRiRIlvEayS2dGTNaqVUvLli3TtGnT8ows9td7772nkydPavny5V4jzM51F9bckXhnvzZ//b+hqOXuo79+DgFAceMaawBQBI4fP66lS5fqxhtvVJ8+ffI8UlNTdeTIES1fvlzSmeu49OnTR++9955effVVuVwur9NApTMjfP7880+9+OKL+a7v2LFj560rPDxcFovFa5TXjh07tGzZMq9+ub/Cz54926s9LS0tz/J69+6tJUuW5PmVXTpzqmhB0tPTtXPnzjztWVlZWrt2reLj4z0hQo0aNeRwOLxOLdqzZ4/eeecdr3l79uypsLAwjRs3Ls8v8rm/pl933XWKjY3VxIkTdeLEiXz7NGnSRDVq1NB//vOfPKfmnL1tOTk5ea5VU65cOVWqVMlzqm12drZcLpdXn4YNGyosLMzT56abblJ4eLjGjh2b51d/Y4znNERfllUQl8ul559/3vP81KlTev7555WQkOC5plcwjrX8vPPOOzp27JiGDh2a7/vixhtv1JIlSzzbUbJkyTz7NrddUp6g1dfXLJgWLFigI0eOeJ4vXrxYe/bs8QpUz7UdBVm7dq3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", 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n5+cMI3K88MILRpLZvHmzs02S8fPzM//73/9y1ZTzJTnHxYsXTYMGDcz111/vbNuxY4eRZMaOHevSN+cL3eVfeIYNG2ZiYmJyfVkbNGiQsdlsubZ3uezsbNOxY0cjyURHR5vbb7/dPP/88+bXX3/N1bewwVpycrLx8/Mzffv2NVlZWbm2Z4wxqampJiwszLRs2dKcO3cuzz7Z2dmmVq1apmvXrs42Yy4dv2rVqpkbb7zR2Waz2cyoUaPy3c9vvvnGSDLvvvtuvn32799v/P39zdSpU13a9+zZYwICApzthVlXfnKO9YwZM5xtFy5cME2aNDHly5d3BgjeOtfyk5iYaGJjY53H9ZNPPjGScn257tGjR56v+bZt23J90TXGvdcs57y5/MtcZmamqVy5srFYLOaZZ55xtp8+fdqUKlXKDBkyxNmWE1ZVqlTJpKWlOdvfeecdI8nMmTPnT/cjP5KMJLN9+3Zn26+//mpCQkJM3759nW2Ffe/l1Fq9evUC349/1LBhQ3PnnXc6px999FFTrlw5lxD8woULpmzZsqZ58+Yu7UuWLDGSXII1d8+roKAg89NPPznbdu/ebSS5BEjPPfdcrsClIDmv+/Hjx51tx44dM0FBQeamm25y+cyYP3++kWReffVVZ1vOe+iFF15wa3t5/cTHxzv7ZWZm5vrjyunTp010dLQZOnSos+2///2vkWTGjBmTa1uXn/OFPX55adq0qbHZbIXaP2P+75gsW7bM2XbhwgVToUIF069fP7f3Maf+goK19PR0ExERYYYPH+6y3JEjR4zNZnNpHzJkiJFkJk+enGs/mzVr5pxeuXKlkWRmz57tbMvKynKGhJd/3txwww2mYcOG5vz588627Oxs06ZNG1OrVq38DpUxxpiffvopz9fh/fffz7X9nPX+MZS9/L1WtWpVI8l8/PHHubaV1/u9a9euLv+3uHwdK1eudLbZ7XYTExNjmjZt6mzLeR26dOnicr7985//NP7+/iY1NbXAfc/LU089ZSSZ9evX55r3+++/G0lm+vTpbq8XAIoSl4ICQDFavny5oqOj1blzZ0mXLm8aOHCg3nrrLeclKNdff73KlSunt99+27nc6dOntW7dOg0cONDZ9u6776pu3bqqU6eOTpw44fy5/vrrJSnX5TQdO3ZUvXr1ctV0+X1XTp8+Lbvdrvbt27tctphzudB9993nsuzo0aNdpo0xWrlypXr27CljjEtdXbt2ld1ud1nvH1ksFq1du1ZTpkxRZGSk3nzzTY0aNUpVq1bVwIEDPbrH2qpVq5Sdna0nnngi1yUnOZeMrlu3Tunp6XrkkUdy3Qssp8+uXbuUnJysO+64QydPnnTu19mzZ3XDDTfos88+U3Z2tqRL94LZunVrvk/Ks9lskqS1a9fK4XDk2ScpKUnZ2dkaMGCAy3GsUKGCatWq5Xx9C7OuggQEBGjkyJHO6aCgII0cOVLHjh3Tjh07JHnvXMtLZmam3n77bQ0cONB5rHMuVbr8MmlPuPOa5bjnnnuc//b399d1110nY4yGDRvmbI+IiFB8fLx++eWXXNscPHiwwsLCnNP9+/dXTEyMPvzww7+0L61bt1azZs2c01WqVFHv3r21du1aZWVlefTeGzJkSKHvu/Ttt99qz549uv32251tt99+u06cOKG1a9c627Zv366TJ09q+PDhCgj4v1v53nnnnYqMjHRZp7vnVZcuXVSjRg3ndKNGjRQeHp7n6/BXfPrpp7p48aLGjh3r8pkxfPhwhYeH6z//+Y9L/+Dg4Dwv3y/IypUrtW7dOpefxYsXO+f7+/s7L/3Lzs7WqVOnlJmZqeuuu87ldVy5cqUsFkue9+n84yXxnh6/tLQ0l3O6MEJDQ/X3v//dOR0UFKQWLVq4bKuw+1gY69atU2pqqvOczPnx9/dXy5Yt87y89B//+IfLdPv27V3q+/jjjxUYGKjhw4c72/z8/DRq1CiX5U6dOqX//ve/GjBggNLT053bPnnypLp27ark5GQdOnQo39pPnjwpSbneHzmXZv/x8lC73a6oqCiXnz8+EblatWrq2rVrrm1d/n632+06ceKEOnbsqF9++SXXrQMqVqyovn37OqfDw8M1ePBgffPNN7meXjtixAiX8619+/bKysrSr7/+mu9+5+Wzzz7TpEmTNGDAAOfnwOVyjtGJEyfcWi8AFDUeXgAAxSQrK0tvvfWWOnfurJSUFGd7y5YtNWPGDK1fv1433XSTAgIC1K9fP73xxhu6cOGCgoODlZSUpIyMDJdgLTk5WXv37lVUVFSe28u5KXeOatWq5dlvzZo1mjJlinbt2uVyX6PL/5P866+/ys/PL9c6/vgUvePHjys1NVUvvviiXnzxxULV9UfBwcGaMGGCJkyYoMOHD2vTpk2aM2eO3nnnHQUGBur1118vcPk/+vnnn+Xn51dg0JNzb7cGDRrk2yc5OVnSpTAiP3a7XZGRkXr22Wc1ZMgQxcbGqlmzZurevbsGDx6s6tWrS7r0WowbN04zZ87U8uXL1b59e/Xq1ct5b6+c7RljVKtWrTy3FRgYWOh1FaRixYoqXbq0S1vt2rUlSfv371erVq28dq7l5ZNPPtHx48fVokUL/fTTT872zp07680339T06dP/9Ib6+XHnNctRpUoVl/k2m00hISG5bjRvs9mcX4gv98fXy2KxqGbNmvne56uw8joPateuLYfDoePHj8vPz8/t9547r9Prr7+u0qVLq3r16s7XKSQkxPkU1x49ekiS84v0Hz8bAgICct1Lzt3z6o+vjXTpi/bp06cLvR+FkbMP8fHxLu1BQUGqXr16rrCgUqVKed7/qiAdOnT404cXLF26VDNmzNAPP/ygjIwMZ/vlr9vPP/+sihUrqkyZMn+6TU+PnyfhZeXKlXMFe5GRkfr2229d2gqzj4WR817PK4yRLu3D5XLuRffH+i4/Fr/++qtiYmJyPYjij+f2Tz/9JGOMHn/8cT3++ON5bv/YsWOqVKlSgftgjHGZzgkzz5w549IeGhqqdevWSbr0+fncc8/lWld+x2/z5s168skntWXLllx/iLHb7S6/M2rWrJnrNbz8d8PlT+z847mV85nqznvzhx9+UN++fdWgQQO9/PLLefbJOUZ53UcVAEoSwRoAFJP//ve/Onz4sN566y299dZbueYvX75cN910kyRp0KBBWrRokT766CP16dNH77zzjurUqaPGjRs7+2dnZ6thw4aaOXNmntuLjY11mc5rZMrnn3+uXr16qUOHDlqwYIFiYmIUGBioxYsX57p5fGHkjP75+9//nm+Y0ahRo0KvLyYmRoMGDVK/fv1Uv359vfPOO1qyZIkCAgLy/Y/1H28+7S05+/bcc8+pSZMmefbJGVkwYMAAtW/fXu+9957zi8/06dOVlJSkm2++WZI0Y8YMJSQk6P3339cnn3yiMWPGaNq0afrqq69UuXJlZWdny2Kx6KOPPpK/v3++2yrMuryx73/1XMtPzqi0AQMG5Dl/06ZNzhGe7nLnNcuR17HOq03K/UW4JHny3ivs62SM0ZtvvqmzZ8/mGVAfO3ZMZ86cyXUsC1OzO+eVr74ORfG0xddff10JCQnq06ePHnroIZUvX17+/v6aNm2a8w8B7vL0+NWpU0fffPONDh48mOs1+Svb8uY+5pz/r732mkvgk+Py0ZMF1eeJnG0/+OCDeY4Sk3KHcZfLeSjPH0OoOnXqSJK+++47l/aAgAB16dJFkvTbb7/luc68zsmff/5ZN9xwg+rUqaOZM2cqNjZWQUFB+vDDDzVr1qxco3fd8VffmwcPHtRNN90km82mDz/8MN8RkjnH6Ep5oi6AawfBGgAUk+XLl6t8+fJ6/vnnc81LSkrSe++9pxdeeEGlSpVShw4dFBMTo7ffflvt2rXTf//7X02YMMFlmRo1amj37t264YYbPP7r7cqVKxUSEqK1a9cqODjY2X75JUmSVLVqVWVnZyslJcVl5MzlI4ykS0/WCwsLU1ZWlvM//t4QGBioRo0aKTk52Xk5ZGRkZJ6Xhv5xNEmNGjWUnZ2t77//Pt9wJefyqO+++y7fL0A5fcLDwwu1bzExMbrvvvt033336dixY/rb3/6mqVOnOoM1SWrYsKEaNmyoxx57TF9++aXatm2rF154QVOmTFGNGjVkjFG1atWcowQKUtC6CvL777/r7NmzLqPWfvzxR0lyjjDyxrmWl7Nnz+r999/XwIED1b9//1zzx4wZo+XLl7tcOp2X/Nrdfc28IWfkTA5jjH766SeXUMuTY/jH9UqXXier1eoceVMU7z3pUrj522+/afLkyapbt67LvNOnT2vEiBFatWqV/v73v6tq1aqSLn02XB6IZmZmav/+/S7HoSjOK2+sJ2cf9u3b5xxlKl16imVKSkqxnEsrVqxQ9erVlZSU5LJPf7zks0aNGlq7dq1OnTpVqFFrnujZs6fefPNNvf766xo/frzX1lvYfSyMnPd6+fLlvfb6VK1aVRs2bJDD4XAZtfbH33s550hgYKBH265SpYpKlSrlMpJdujRislatWlq1apVmz56da2Sxuz744ANduHBBq1evdhlhlt9TWHNG4l3+2vzxd4M3nDx5UjfddJMuXLig9evXKyYmJt++Ocfoj59DAFDSuMcaABSDc+fOKSkpSbfccov69++f6ycxMVHp6elavXq1pEv3cenfv78++OADvfbaa8rMzHS5DFS6NMLn0KFDeumll/Lc3tmzZ/+0Ln9/f1ksFpdRXvv379eqVatc+uX8FX7BggUu7fPmzcu1vn79+mnlypW5/souXbpUtCDJyck6cOBArvbU1FRt2bJFkZGRzhChRo0astvtLpcWHT58WO+9957Lsn369JGfn58mT56c6y/yOX9Nv+mmmxQWFqZp06bp/PnzefZp1qyZatSooX//+9+5Ls25fN+ysrJy3aumfPnyqlixovNS27S0NGVmZrr0adiwofz8/Jx9br31Vvn7+2vSpEm5/upvjHF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", 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"text/plain": [ "
" ] @@ -831,14 +877,23 @@ } ], "source": [ + "# Average Successes per Attempt per Agent for Each First Category\n", + "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "\n", + "# Convert the 'categories' column from a comma-separated string to a list\n", + "df['categories'] = df['categories'].apply(lambda x: x.split(\", \") if isinstance(x, str) else x)\n", + "\n", + "# Now, take the first category and create a new column for it\n", + "df['first_category'] = df['categories'].apply(lambda x: x[0] if isinstance(x, list) and len(x) > 0 else x)\n", "\n", "# Filter out agents to ignore\n", "filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n", "\n", - "# Group by 'agent', 'challenge', and 'benchmark_start_time' to calculate sum of successes and count of attempts\n", - "agg_df = filtered_df.groupby(['agent', 'challenge', 'benchmark_start_time']).agg({\n", + "# Group by 'agent', 'first_category', 'challenge', and 'benchmark_start_time' to calculate sum of successes and count of attempts\n", + "agg_df = filtered_df.groupby(['agent', 'first_category', 'challenge', 'benchmark_start_time']).agg({\n", " 'success': 'sum',\n", " 'attempted': 'count'\n", "}).reset_index()\n", @@ -846,26 +901,15 @@ "# Calculate 'successes per attempt'\n", "agg_df['success_per_attempt'] = agg_df['success'] / agg_df['attempted']\n", "\n", - "# Remove challenges with no successful data (where average success is 0)\n", - "agg_df = agg_df[agg_df.groupby('challenge')['success'].transform('mean') > 0]\n", - "\n", - "# Remove challenges to ignore\n", - "agg_df = agg_df[~agg_df['challenge'].isin(challenges_to_ignore)]\n", - "\n", - "# Get unique challenges\n", - "unique_challenges = agg_df['challenge'].unique()\n", - "mid_idx = len(unique_challenges) // 2\n", - "\n", - "# Divide the challenges into two halves\n", - "first_half_challenges = unique_challenges[:mid_idx]\n", - "second_half_challenges = unique_challenges[mid_idx:]\n", + "# Get unique first categories\n", + "unique_categories = agg_df['first_category'].unique()\n", "\n", "# Function to plot the graph\n", - "def plot_graph(challenges, graph_num):\n", + "def plot_graph():\n", " fig, ax = plt.subplots(figsize=(15, 10))\n", "\n", " barWidth = 0.15\n", - " r1 = np.arange(len(challenges))\n", + " r1 = np.arange(len(unique_categories))\n", " r_list = [r1]\n", "\n", " for idx, agent in enumerate(agg_df['agent'].unique()):\n", @@ -873,25 +917,21 @@ " r_list.append([x + barWidth for x in r_list[-1]])\n", "\n", " subset = agg_df[agg_df['agent'] == agent]\n", - " subset = subset[subset['challenge'].isin(challenges)]\n", - " subset = subset.groupby('challenge')['success_per_attempt'].mean().reset_index()\n", - " subset = subset.set_index('challenge').reindex(challenges).reset_index()\n", + " subset = subset.groupby('first_category')['success_per_attempt'].mean().reset_index()\n", + " subset = subset.set_index('first_category').reindex(unique_categories).reset_index()\n", " ax.bar(r_list[-1], subset['success_per_attempt'], color='C'+str(idx), width=barWidth, edgecolor='grey', label=agent)\n", "\n", - " ax.set_xticks([r + barWidth for r in range(len(challenges))])\n", - " ax.set_xticklabels(challenges, rotation=45)\n", - " ax.set_xlabel('Challenges', fontweight='bold')\n", - " plt.title(f'Average Successes per Attempt per Agent for Each Challenge (Graph {graph_num})')\n", + " ax.set_xticks([r + barWidth for r in range(len(unique_categories))])\n", + " ax.set_xticklabels(unique_categories, rotation=45)\n", + " ax.set_xlabel('First Categories', fontweight='bold')\n", + " plt.title(f'Average Successes per Attempt per Agent for Each First Category')\n", " plt.ylabel('Successes per Attempt')\n", " plt.legend()\n", "\n", " plt.show()\n", "\n", - "# Plot first half\n", - "plot_graph(first_half_challenges, 1)\n", - "\n", - "# Plot second half\n", - "plot_graph(second_half_challenges, 2)\n" + "# Plot graph\n", + "plot_graph()\n" ] }, { @@ -911,6 +951,8 @@ } ], "source": [ + "# Overall Average Success % per Agent\n", + "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", @@ -949,12 +991,12 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 62, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -964,70 +1006,25 @@ } ], "source": [ + "# Average Success % for Each First Category per Agent\n", + "\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", + "import numpy as np\n", "\n", "# Assuming df is your DataFrame\n", "# Filter out agents and challenges to ignore\n", "filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n", "filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n", "\n", - "# Filter for the 'TestThreeSum' challenge\n", - "three_sum_df = filtered_df[filtered_df['challenge'] == 'TestThreeSum']\n", + "# Convert 'categories' from a comma-separated string to a list\n", + "filtered_df['categories'] = filtered_df['categories'].apply(lambda x: x.split(\", \") if isinstance(x, str) else x)\n", "\n", - "# Group by 'agent' and 'benchmark_start_time' and count the number of successes (where success == 100.0)\n", - "agg_df = three_sum_df.groupby(['agent', 'benchmark_start_time']).agg({\n", - " 'success': lambda x: (x == 100.0).sum() # Count only full successes\n", - "}).reset_index()\n", + "# Take the first category and create a new column for it\n", + "filtered_df['first_category'] = filtered_df['categories'].apply(lambda x: x[0] if isinstance(x, list) and len(x) > 0 else x)\n", "\n", - "# Initialize plot\n", - "fig, ax = plt.subplots(figsize=(15, 10))\n", - "\n", - "# Loop through each agent to plot its successful runs over time\n", - "for agent in agg_df['agent'].unique():\n", - " agent_data = agg_df[agg_df['agent'] == agent]\n", - " ax.plot(agent_data['benchmark_start_time'], agent_data['success'], label=agent)\n", - "\n", - "# Label and title the plot\n", - "ax.set_xlabel('Benchmark Start Time', fontweight='bold')\n", - "ax.set_ylabel('Number of Successful Runs', fontweight='bold')\n", - "plt.title('Successful Runs Over Time for \"TestThreeSum\" Challenge')\n", - "plt.legend()\n", - "\n", - "# Show the plot\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 116, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "\n", - "# Assuming df is your DataFrame\n", - "# Filter out agents and challenges to ignore\n", - "filtered_df = df[~df['agent'].isin(agents_to_ignore + ['auto-gpt'])]\n", - "filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n", - "\n", - "# Filter for tests in the \"memory\" category\n", - "memory_df = filtered_df[filtered_df['categories'].apply(lambda x: 'code' in str(x))]\n", - "\n", - "# Group by 'agent' and calculate the average success rate\n", - "agg_df = memory_df.groupby(['agent']).agg({\n", + "# Group by 'agent', 'first_category', and calculate the average success rate\n", + "agg_df = filtered_df.groupby(['agent', 'first_category']).agg({\n", " 'success': 'mean'\n", "}).reset_index()\n", "\n", @@ -1035,18 +1032,565 @@ "fig, ax = plt.subplots(figsize=(15, 10))\n", "\n", "# Create bar graph\n", - "ax.bar(agg_df['agent'], agg_df['success'], color='#0E4C92')\n", + "barWidth = 0.15\n", + "unique_categories = agg_df['first_category'].unique()\n", + "r1 = np.arange(len(unique_categories))\n", + "r_list = [r1]\n", + "\n", + "for idx, agent in enumerate(agg_df['agent'].unique()):\n", + " if idx > 0:\n", + " r_list.append([x + barWidth for x in r_list[-1]])\n", + "\n", + " subset = agg_df[agg_df['agent'] == agent]\n", + " subset = subset.set_index('first_category').reindex(unique_categories).reset_index()\n", + " ax.bar(r_list[-1], subset['success'], color='C'+str(idx), width=barWidth, edgecolor='grey', label=agent)\n", "\n", "# Label and title the plot\n", - "ax.set_xlabel('Agent', fontweight='bold')\n", + "ax.set_xticks([r + barWidth for r in range(len(unique_categories))])\n", + "ax.set_xticklabels(unique_categories, rotation=45)\n", + "ax.set_xlabel('First Category', fontweight='bold')\n", "ax.set_ylabel('Average Success %', fontweight='bold')\n", - "plt.title('Average Success % for Memory Category Tests per Agent')\n", - "plt.xticks(rotation=45) # Rotate x-axis labels for better visibility\n", + "plt.title('Average Success % for Each First Category per Agent')\n", + "plt.legend(title='Agent')\n", "\n", "# Show the plot\n", "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Filtered Agent Performance Over Time with Running Average and Overall Trend Line\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "filtered_df = df[~df['agent'].isin(['evo', 'auto-gpt-turbo', 'babyagi'])]\n", + "filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n", + "\n", + "# Sort the DataFrame by 'benchmark_start_time'\n", + "filtered_df_sorted = filtered_df.sort_values('benchmark_start_time')\n", + "\n", + "# Group by 'agent' and 'benchmark_start_time' and calculate the mean success rate\n", + "grouped_df = filtered_df_sorted.groupby(['agent', 'benchmark_start_time'])['success_%'].mean().reset_index()\n", + "\n", + "# List of unique agents after filtering\n", + "agents = grouped_df['agent'].unique()\n", + "\n", + "# Create the plot\n", + "plt.figure(figsize=(15, 8))\n", + "\n", + "# Plot each agent's data with reduced opacity\n", + "for agent in agents:\n", + " agent_data = grouped_df[grouped_df['agent'] == agent]\n", + " plt.plot(agent_data['benchmark_start_time'], agent_data['success_%'], label=agent, alpha=0.3)\n", + "\n", + "# Calculate the average success rate for each unique benchmark_start_time\n", + "overall_avg = grouped_df.groupby('benchmark_start_time')['success_%'].mean().reset_index()\n", + "\n", + "# Calculate the running average\n", + "window_size = 5 # Adjust the window size as per your needs\n", + "overall_avg['running_avg'] = overall_avg['success_%'].rolling(window=window_size).mean()\n", + "\n", + "# Adding Trend Line for running average\n", + "x = np.array(range(len(overall_avg['benchmark_start_time'])))\n", + "y = overall_avg['running_avg'].dropna().to_numpy()\n", + "z = np.polyfit(x[-len(y):], y, 1)\n", + "p = np.poly1d(z)\n", + "plt.plot(overall_avg['benchmark_start_time'], p(x), linestyle='--', label=\"Overall Trend\", linewidth=2, color='red')\n", + "\n", + "plt.title('Filtered Agent Performance Over Time with Running Average and Overall Trend Line')\n", + "plt.xlabel('Benchmark Start Time')\n", + "plt.ylabel('Success Rate (%)')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "R-squared value for the overall data: 0.01895463171509361\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# r-squared scatterplot with regression line\n", + "\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from scipy.stats import pearsonr\n", + "\n", + "filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n", + "filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n", + "\n", + "# Normalizing benchmark_start_time to days since the first record\n", + "grouped_df['benchmark_start_time_num'] = (grouped_df['benchmark_start_time'] - grouped_df['benchmark_start_time'].min()) / np.timedelta64(1, 'D')\n", + "\n", + "# Filter out NaN or inf values\n", + "grouped_df_clean = grouped_df[np.isfinite(grouped_df['success_%'])]\n", + "\n", + "if len(grouped_df_clean) > 1:\n", + " plt.figure(figsize=(15, 8))\n", + " sns.scatterplot(x='benchmark_start_time_num', y='success_%', hue='agent', data=grouped_df_clean)\n", + " sns.regplot(x='benchmark_start_time_num', y='success_%', data=grouped_df_clean, scatter=False, color='black', label='Overall Regression Line')\n", + "\n", + " # Calculate the Pearson correlation coefficient (R) and R-squared (R^2)\n", + " corr_coeff, _ = pearsonr(grouped_df_clean['benchmark_start_time_num'], grouped_df_clean['success_%'])\n", + " r_squared = corr_coeff ** 2\n", + " print(f\"R-squared value for the overall data: {r_squared}\")\n", + "\n", + " plt.title(\"Agent Performance Over Time\")\n", + " plt.xlabel('Benchmark Start Time (Normalized)')\n", + " plt.ylabel('Average Success Rate (%)')\n", + " plt.legend(title='Agent')\n", + " plt.grid(True)\n", + " plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Average Cost per Run for Each Agent per Challenge\n", + "\n", + "# Filter out agents to ignore\n", + "filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n", + "\n", + "filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n", + "\n", + "# Group by agent, benchmark_start_time, and challenge to get the total cost for each run\n", + "grouped_runs = filtered_df.groupby(['agent', 'benchmark_start_time', 'challenge'])['costUSD'].sum().reset_index()\n", + "\n", + "# Group by agent and challenge to get the average cost per run\n", + "grouped_avg_cost = grouped_runs.groupby(['agent', 'challenge'])['costUSD'].mean().reset_index()\n", + "\n", + "# Create a pivot table for better visualization\n", + "pivot_avg_cost = pd.pivot_table(grouped_avg_cost, values='costUSD', index='challenge', columns='agent')\n", + "\n", + "# Split challenges into two halves\n", + "half_len = len(pivot_avg_cost.index) // 2\n", + "first_half_challenges = pivot_avg_cost.index[:half_len]\n", + "second_half_challenges = pivot_avg_cost.index[half_len:]\n", + "\n", + "# Plot the first half of the challenges\n", + "pivot_avg_cost.loc[first_half_challenges].plot(kind='bar')\n", + "plt.xlabel('Challenge')\n", + "plt.ylabel('Average Cost per Run (USD)')\n", + "plt.title('Average Cost per Run for Each Agent per Challenge (First Half)')\n", + "plt.legend(title='Agent')\n", + "plt.show()\n", + "\n", + "# Plot the second half of the challenges\n", + "pivot_avg_cost.loc[second_half_challenges].plot(kind='bar')\n", + "plt.xlabel('Challenge')\n", + "plt.ylabel('Average Cost per Run (USD)')\n", + "plt.title('Average Cost per Run for Each Agent per Challenge (Second Half)')\n", + "plt.legend(title='Agent')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Average Cost per Run for Each Agent per First Category\n", + "\n", + "# Filter out agents to ignore\n", + "filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n", + "\n", + "# Filter out challenges to ignore\n", + "filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n", + "\n", + "# Convert 'categories' from a comma-separated string to a list\n", + "filtered_df['categories'] = filtered_df['categories'].apply(lambda x: x.split(\", \") if isinstance(x, str) else x)\n", + "\n", + "# Take the first category and create a new column for it\n", + "filtered_df['first_category'] = filtered_df['categories'].apply(lambda x: x[0] if isinstance(x, list) and len(x) > 0 else x)\n", + "\n", + "# Group by 'agent', 'benchmark_start_time', 'challenge', and 'first_category' to get the total cost for each run\n", + "grouped_runs = filtered_df.groupby(['agent', 'benchmark_start_time', 'challenge', 'first_category'])['costUSD'].sum().reset_index()\n", + "\n", + "# Group by 'agent' and 'first_category' to get the average cost per run\n", + "grouped_avg_cost = grouped_runs.groupby(['agent', 'first_category'])['costUSD'].mean().reset_index()\n", + "\n", + "# Create a pivot table for better visualization\n", + "pivot_avg_cost = pd.pivot_table(grouped_avg_cost, values='costUSD', index='first_category', columns='agent')\n", + "\n", + "# Plotting\n", + "pivot_avg_cost.plot(kind='bar')\n", + "plt.xlabel('First Category')\n", + "plt.ylabel('Average Cost per Run (USD)')\n", + "plt.title('Average Cost per Run for Each Agent per First Category')\n", + "plt.legend(title='Agent')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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gwQIFBwdr1qxZkqTmzZtr69atmjNnDoEIAABIqkBziPLy8rR06VJlZGQoLCzMsX3x4sWqVauWWrZsqaioKP3++++OfXFxcWrVqpX8/f0d28LDw2W327V//35HTbdu3ZzOFR4erri4uMv2kpWVJbvd7rQAAIDrl0vvEEnS3r17FRYWpgsXLqhq1ar69NNPFRISIkkaOHCggoKCVLduXe3Zs0eTJ09WQkKCPvnkE0lScnKyUxiS5FhPTk6+Yo3dbldmZqY8PT0L9RQdHa1nn3221K8VAABUTC4PRE2bNlV8fLzOnTunjz76SEOHDtWmTZsUEhKikSNHOupatWqlOnXqqGvXrjpy5IgaNmxYZj1FRUVpwoQJjnW73a7AwMAyOx8AAHAtlz8ys1gsatSokdq1a6fo6Gi1bt1ac+fOLbK2Y8eOkqTDhw9LkgICApSSkuJUU7BeMO/ocjU2m63Iu0OSZLVaHe98K1gAAMD1y+WB6I/y8/OVlZVV5L74+HhJUp06dSRJYWFh2rt3r06dOuWoiY2Nlc1mczx2CwsL0/r1652OExsb6zRPCQAAmJtLH5lFRUWpZ8+eql+/vs6fP68lS5Zo48aNWrNmjY4cOaIlS5aoV69eqlmzpvbs2aPx48fr9ttvV2hoqCSpe/fuCgkJ0eDBgzVz5kwlJydrypQpioyMlNVqlSSNGjVKb7zxhiZNmqSHH35YGzZs0LJly7Rq1SpXXjoAAKhAXBqITp06pSFDhigpKUk+Pj4KDQ3VmjVr9Pe//10nTpzQunXr9OqrryojI0OBgYHq37+/pkyZ4ni9u7u7Vq5cqdGjRyssLEze3t4aOnSo0+cWBQcHa9WqVRo/frzmzp2revXq6e233+Yt9wAAwMGlgeidd9657L7AwEBt2rTpT48RFBSkL7/88oo1nTt31u7du6+6PwAAYA4Vbg4RAABAeSMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA03NpIJo/f75CQ0Nls9lks9kUFhamr776yrH/woULioyMVM2aNVW1alX1799fKSkpTsc4fvy4IiIi5OXlJT8/P02cOFG5ublONRs3blTbtm1ltVrVqFEjxcTElMflAQCAa4RLA1G9evU0Y8YM7dq1Szt37tSdd96pPn36aP/+/ZKk8ePH64svvtDy5cu1adMmnTx5Uv369XO8Pi8vTxEREcrOzta2bdu0aNEixcTEaOrUqY6aY8eOKSIiQl26dFF8fLyeeOIJPfLII1qzZk25Xy8AAKiY3AzDMFzdxKVq1KihV155Rffcc49q166tJUuW6J577pEk/fTTT2revLni4uJ0yy236KuvvtI//vEPnTx5Uv7+/pKkBQsWaPLkyUpNTZXFYtHkyZO1atUq7du3z3GO+++/X2fPntXq1auL1ZPdbpePj4/OnTsnm81W+hddgRw5ckT33vuEfH1flbd3wyJrMjKO6OzZJ7R8+atq2LDoGgAAXO1q/v2uMHOI8vLytHTpUmVkZCgsLEy7du1STk6OunXr5qhp1qyZ6tevr7i4OElSXFycWrVq5QhDkhQeHi673e64yxQXF+d0jIKagmMAAAB4uLqBvXv3KiwsTBcuXFDVqlX16aefKiQkRPHx8bJYLPL19XWq9/f3V3JysiQpOTnZKQwV7C/Yd6Uau92uzMxMeXp6FuopKytLWVlZjnW73f6XrxMAAFRcLr9D1LRpU8XHx2vHjh0aPXq0hg4dqgMHDri0p+joaPn4+DiWwMBAl/YDAADKlssDkcViUaNGjdSuXTtFR0erdevWmjt3rgICApSdna2zZ8861aekpCggIECSFBAQUOhdZwXrf1Zjs9mKvDskSVFRUTp37pxjOXHiRGlcKgAAqKBcHoj+KD8/X1lZWWrXrp0qV66s9evXO/YlJCTo+PHjCgsLkySFhYVp7969OnXqlKMmNjZWNptNISEhjppLj1FQU3CMolitVsdHARQsAADg+uXSOURRUVHq2bOn6tevr/Pnz2vJkiXauHGj1qxZIx8fHw0fPlwTJkxQjRo1ZLPZ9PjjjyssLEy33HKLJKl79+4KCQnR4MGDNXPmTCUnJ2vKlCmKjIyU1WqVJI0aNUpvvPGGJk2apIcfflgbNmzQsmXLtGrVKldeOgAAqEBcGohOnTqlIUOGKCkpST4+PgoNDdWaNWv097//XZI0Z84cVapUSf3791dWVpbCw8P15ptvOl7v7u6ulStXavTo0QoLC5O3t7eGDh2q5557zlETHBysVatWafz48Zo7d67q1aunt99+W+Hh4eV+vQAAoGKqcJ9DVBHxOUTO+BwiAMC14Jr8HCIAAABXIRABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTc2kgio6O1s0336xq1arJz89Pffv2VUJCglNN586d5ebm5rSMGjXKqeb48eOKiIiQl5eX/Pz8NHHiROXm5jrVbNy4UW3btpXValWjRo0UExNT1pcHAACuES4NRJs2bVJkZKS2b9+u2NhY5eTkqHv37srIyHCqGzFihJKSkhzLzJkzHfvy8vIUERGh7Oxsbdu2TYsWLVJMTIymTp3qqDl27JgiIiLUpUsXxcfH64knntAjjzyiNWvWlNu1AgCAisvDlSdfvXq103pMTIz8/Py0a9cu3X777Y7tXl5eCggIKPIYa9eu1YEDB7Ru3Tr5+/vrpptu0vPPP6/Jkydr+vTpslgsWrBggYKDgzVr1ixJUvPmzbV161bNmTNH4eHhZXeBAADgmlCh5hCdO3dOklSjRg2n7YsXL1atWrXUsmVLRUVF6ffff3fsi4uLU6tWreTv7+/YFh4eLrvdrv379ztqunXr5nTM8PBwxcXFFdlHVlaW7Ha70wIAAK5fLr1DdKn8/Hw98cQT6tSpk1q2bOnYPnDgQAUFBalu3bras2ePJk+erISEBH3yySeSpOTkZKcwJMmxnpycfMUau92uzMxMeXp6Ou2Ljo7Ws88+W+rXCAAAKqYKE4giIyO1b98+bd261Wn7yJEjHb9u1aqV6tSpo65du+rIkSNq2LBhmfQSFRWlCRMmONbtdrsCAwPL5FwAAMD1KsQjszFjxmjlypX6+uuvVa9evSvWduzYUZJ0+PBhSVJAQIBSUlKcagrWC+YdXa7GZrMVujskSVarVTabzWkBAADXL5cGIsMwNGbMGH366afasGGDgoOD//Q18fHxkqQ6depIksLCwrR3716dOnXKURMbGyubzaaQkBBHzfr1652OExsbq7CwsFK6EgAAcC1zaSCKjIzU+++/ryVLlqhatWpKTk5WcnKyMjMzJUlHjhzR888/r127dunnn3/WihUrNGTIEN1+++0KDQ2VJHXv3l0hISEaPHiwfvjhB61Zs0ZTpkxRZGSkrFarJGnUqFE6evSoJk2apJ9++klvvvmmli1bpvHjx7vs2gEAQMXh0kA0f/58nTt3Tp07d1adOnUcy4cffihJslgsWrdunbp3765mzZrpySefVP/+/fXFF184juHu7q6VK1fK3d1dYWFhevDBBzVkyBA999xzjprg4GCtWrVKsbGxat26tWbNmqW3336bt9wDAABJLp5UbRjGFfcHBgZq06ZNf3qcoKAgffnll1es6dy5s3bv3n1V/QEAAHOoEJOqAQAAXIlABAAATI9ABAAATI9ABAAATI9ABAAATI9ABAAATI9ABAAATI9ABAAATI9ABAAATI9ABAAATK9Egejo0aOl3QcAAIDLlCgQNWrUSF26dNH777+vCxculHZPAAAA5apEgej7779XaGioJkyYoICAAD366KP69ttvS7s3AACAclGiQHTTTTdp7ty5OnnypN59910lJSXp1ltvVcuWLTV79mylpqaWdp8AAABl5i9Nqvbw8FC/fv20fPlyvfzyyzp8+LCeeuopBQYGasiQIUpKSiqtPgEAAMrMXwpEO3fu1GOPPaY6depo9uzZeuqpp3TkyBHFxsbq5MmT6tOnT2n1CQAAUGY8SvKi2bNna+HChUpISFCvXr303nvvqVevXqpU6WK+Cg4OVkxMjBo0aFCavQIAAJSJEgWi+fPn6+GHH9awYcNUp06dImv8/Pz0zjvv/KXmAAAAykOJAtGhQ4f+tMZisWjo0KElOTwAAEC5KtEcooULF2r58uWFti9fvlyLFi36y00BAACUpxIFoujoaNWqVavQdj8/P7300kt/uSkAAIDyVKJAdPz4cQUHBxfaHhQUpOPHj//lpgAAAMpTiQKRn5+f9uzZU2j7Dz/8oJo1a/7lpgAAAMpTiQLRAw88oLFjx+rrr79WXl6e8vLytGHDBo0bN073339/afcIAABQpkr0LrPnn39eP//8s7p27SoPj4uHyM/P15AhQ5hDBAAArjklCkQWi0Uffvihnn/+ef3www/y9PRUq1atFBQUVNr9AQAAlLkSBaICTZo0UZMmTUqrFwAAAJcoUSDKy8tTTEyM1q9fr1OnTik/P99p/4YNG0qlOQAAgPJQokA0btw4xcTEKCIiQi1btpSbm1tp9wUAAFBuShSIli5dqmXLlqlXr16l3Q8AAEC5K9Hb7i0Wixo1alTavQAAALhEie4QPfnkk5o7d67eeOMNHpehQkhNTZXdbr9ijc1mU+3atcupIwDAtaREgWjr1q36+uuv9dVXX6lFixaqXLmy0/5PPvmkVJoDiiM1NVUDB45WWlrWFetq1rRqyZL5hCIAQCElCkS+vr66++67S7sXoETsdrvS0rJktT4pT8/AImsyM08oLW2W7HY7gQgAUEiJAtHChQtLuw/gL/P0DJS3d8PL7s+68g0kAICJlWhStSTl5uZq3bp1+ve//63z589Lkk6ePKn09PRSaw4AAKA8lCgQJSYmqlWrVurTp48iIyOVmpoqSXr55Zf11FNPFfs40dHRuvnmm1WtWjX5+fmpb9++SkhIcKq5cOGCIiMjVbNmTVWtWlX9+/dXSkqKU83x48cVEREhLy8v+fn5aeLEicrNzXWq2bhxo9q2bSur1apGjRopJiamJJcOAACuQyUKROPGjVP79u115swZeXp6OrbffffdWr9+fbGPs2nTJkVGRmr79u2KjY1VTk6OunfvroyMDEfN+PHj9cUXX2j58uXatGmTTp48qX79+jn25+XlKSIiQtnZ2dq2bZsWLVqkmJgYTZ061VFz7NgxRUREqEuXLoqPj9cTTzyhRx55RGvWrCnJ5QMAgOtMieYQbdmyRdu2bZPFYnHa3qBBA/3666/FPs7q1aud1mNiYuTn56ddu3bp9ttv17lz5/TOO+9oyZIluvPOOyVdnL/UvHlzbd++XbfccovWrl2rAwcOaN26dfL399dNN92k559/XpMnT9b06dNlsVi0YMECBQcHa9asWZKk5s2ba+vWrZozZ47Cw8NLMgQAAOA6UqI7RPn5+crLyyu0/ZdfflG1atVK3My5c+ckSTVq1JAk7dq1Szk5OerWrZujplmzZqpfv77i4uIkSXFxcWrVqpX8/f0dNeHh4bLb7dq/f7+j5tJjFNQUHOOPsrKyZLfbnRYAAHD9KlEg6t69u1599VXHupubm9LT0zVt2rQSf51Hfn6+nnjiCXXq1EktW7aUJCUnJ8tiscjX19ep1t/fX8nJyY6aS8NQwf6CfVeqsdvtyszMLNRLdHS0fHx8HEtgYNFv5QYAANeHEgWiWbNm6ZtvvlFISIguXLiggQMHOh6XvfzyyyVqJDIyUvv27dPSpUtL9PrSFBUVpXPnzjmWEydOuLolAABQhko0h6hevXr64YcftHTpUu3Zs0fp6ekaPny4Bg0a5DTJurjGjBmjlStXavPmzapXr55je0BAgLKzs3X27Fmnu0QpKSkKCAhw1Hz77bdOxyt4F9qlNX98Z1pKSopsNluR/VqtVlmt1qu+DgAAcG0qUSCSJA8PDz344IN/6eSGYejxxx/Xp59+qo0bNyo4ONhpf7t27VS5cmWtX79e/fv3lyQlJCTo+PHjCgsLkySFhYXpxRdf1KlTp+Tn5ydJio2Nlc1mU0hIiKPmyy+/dDp2bGys4xgAAMDcShSI3nvvvSvuHzJkSLGOExkZqSVLlujzzz9XtWrVHHN+fHx85OnpKR8fHw0fPlwTJkxQjRo1ZLPZ9PjjjyssLEy33HKLpIvzmUJCQjR48GDNnDlTycnJmjJliiIjIx13eUaNGqU33nhDkyZN0sMPP6wNGzZo2bJlWrVqVUkuHwAAXGdKFIjGjRvntJ6Tk6Pff/9dFotFXl5exQ5E8+fPlyR17tzZafvChQs1bNgwSdKcOXNUqVIl9e/fX1lZWQoPD9ebb77pqHV3d9fKlSs1evRohYWFydvbW0OHDtVzzz3nqAkODtaqVas0fvx4zZ07V/Xq1dPbb7/NW+4BAICkEgaiM2fOFNp26NAhjR49WhMnTiz2cQzD+NOaKlWqaN68eZo3b95la4KCggo9Evujzp07a/fu3cXuDQAAmEeJv8vsjxo3bqwZM2YUunsEAABQ0ZVaIJIuTrQ+efJkaR4SAACgzJXokdmKFSuc1g3DUFJSkt544w116tSpVBpDxZaTk6XExMQr1thsNtWuXbucOgIAoORKFIj69u3rtO7m5qbatWvrzjvvdHxfGK5f2dlpSkw8qscfn3HFz2uqWdOqJUvmE4oAABVeiQJRfn5+afeBa0heXrpycy2yWMbL17dJkTWZmSeUljZLdrudQAQAqPBK/MGMQJUq9eTt3fCy+7OyyrEZAAD+ghIFogkTJhS7dvbs2SU5BQAAQLkpUSDavXu3du/erZycHDVt2lSSdPDgQbm7u6tt27aOOjc3t9LpEgAAoAyVKBD17t1b1apV06JFi1S9enVJFz+s8aGHHtJtt92mJ598slSbBAAAKEsl+hyiWbNmKTo62hGGJKl69ep64YUXeJcZAAC45pQoENntdqWmphbanpqaqvPnz//lpgAAAMpTiQLR3XffrYceekiffPKJfvnlF/3yyy/6+OOPNXz4cPXr16+0ewQAAChTJZpDtGDBAj311FMaOHCgcnJyLh7Iw0PDhw/XK6+8UqoNAgAAlLUSBSIvLy+9+eabeuWVV3TkyBFJUsOGDeXt7V2qzQEAAJSHv/TlrklJSUpKSlLjxo3l7e0twzBKqy8AAIByU6JAlJaWpq5du6pJkybq1auXkpKSJEnDhw/nLfcAAOCaU6JANH78eFWuXFnHjx+Xl5eXY/uAAQO0evXqUmsOAACgPJRoDtHatWu1Zs0a1atXz2l748aNlZiYWCqNAQAAlJcS3SHKyMhwujNU4PTp07JarX+5KQAAgPJUokB022236b333nOsu7m5KT8/XzNnzlSXLl1KrTkAAIDyUKJHZjNnzlTXrl21c+dOZWdna9KkSdq/f79Onz6tb775prR7BAAAKFMlukPUsmVLHTx4ULfeeqv69OmjjIwM9evXT7t371bDhg1Lu0cAAIAyddV3iHJyctSjRw8tWLBA//znP8uiJwAAgHJ11XeIKleurD179pRFLwAAAC5RokdmDz74oN55553S7gUAAMAlSjSpOjc3V++++67WrVundu3aFfoOs9mzZ5dKcwAAAOXhqgLR0aNH1aBBA+3bt09t27aVJB08eNCpxs3NrfS6AwAAKAdXFYgaN26spKQkff3115IuflXHa6+9Jn9//zJpDgAAoDxc1RyiP36b/VdffaWMjIxSbQgAAKC8lWhSdYE/BiQAAIBr0VUFIjc3t0JzhJgzBAAArnVXNYfIMAwNGzbM8QWuFy5c0KhRowq9y+yTTz4pvQ4BAADK2FUFoqFDhzqtP/jgg6XaDAAAgCtcVSBauHBhWfUBAADgMn9pUjUAAMD1gEAEAABMz6WBaPPmzerdu7fq1q0rNzc3ffbZZ077hw0b5nhnW8HSo0cPp5rTp09r0KBBstls8vX11fDhw5Wenu5Us2fPHt12222qUqWKAgMDNXPmzLK+NAAAcA1xaSDKyMhQ69atNW/evMvW9OjRQ0lJSY7lgw8+cNo/aNAg7d+/X7GxsVq5cqU2b96skSNHOvbb7XZ1795dQUFB2rVrl1555RVNnz5db731VpldFwAAuLaU6MtdS0vPnj3Vs2fPK9ZYrVYFBAQUue/HH3/U6tWr9d1336l9+/aSpNdff129evXSv/71L9WtW1eLFy9Wdna23n33XVksFrVo0ULx8fGaPXu2U3ACAADmVeHnEG3cuFF+fn5q2rSpRo8erbS0NMe+uLg4+fr6OsKQJHXr1k2VKlXSjh07HDW33367LBaLoyY8PFwJCQk6c+ZMkefMysqS3W53WgAAwPWrQgeiHj166L333tP69ev18ssva9OmTerZs6fy8vIkScnJyfLz83N6jYeHh2rUqKHk5GRHzR+/fLZgvaDmj6Kjo+Xj4+NYAgMDS/vSAABABeLSR2Z/5v7773f8ulWrVgoNDVXDhg21ceNGde3atczOGxUVpQkTJjjW7XY7oQgAgOtYhb5D9Ec33nijatWqpcOHD0uSAgICdOrUKaea3NxcnT592jHvKCAgQCkpKU41BeuXm5tktVpls9mcFgAAcP26pgLRL7/8orS0NNWpU0eSFBYWprNnz2rXrl2Omg0bNig/P18dO3Z01GzevFk5OTmOmtjYWDVt2lTVq1cv3wsAAAAVkksDUXp6uuLj4xUfHy9JOnbsmOLj43X8+HGlp6dr4sSJ2r59u37++WetX79effr0UaNGjRQeHi5Jat68uXr06KERI0bo22+/1TfffKMxY8bo/vvvV926dSVJAwcOlMVi0fDhw7V//359+OGHmjt3rtMjMQAAYG4uDUQ7d+5UmzZt1KZNG0nShAkT1KZNG02dOlXu7u7as2eP7rrrLjVp0kTDhw9Xu3bttGXLFlmtVscxFi9erGbNmqlr167q1auXbr31VqfPGPLx8dHatWt17NgxtWvXTk8++aSmTp3KW+4BAICDSydVd+7cWYZhXHb/mjVr/vQYNWrU0JIlS65YExoaqi1btlx1fwAAwByuqTlEAAAAZYFABAAATI9ABAAATI9ABAAATI9ABAAATI9ABAAATI9ABAAATI9ABAAATI9ABAAATI9ABAAATI9ABAAATM+l32WG61tOTpYSExOvWGOz2VS7du1y6ggAgKIRiFAmsrPTlJh4VI8/PkNWq/WydTVrWrVkyXxCEQDApQhEKBN5eenKzbXIYhkvX98mRdZkZp5QWtos2e12AhEAwKUIRChTVarUk7d3w8vuz8oqx2YAALgMJlUDAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADTIxABAADT83B1Ayg9qampstvtV6yx2WyqXbt2OXUEAMC1gUB0nUhNTdXAgaOVlpZ1xbqaNa1asmQ+oQgAgEu49JHZ5s2b1bt3b9WtW1dubm767LPPnPYbhqGpU6eqTp068vT0VLdu3XTo0CGnmtOnT2vQoEGy2Wzy9fXV8OHDlZ6e7lSzZ88e3XbbbapSpYoCAwM1c+bMsr60cme325WWliWr9Un5+r5a5GK1Pqm0tKw/vYsEAIDZuDQQZWRkqHXr1po3b16R+2fOnKnXXntNCxYs0I4dO+Tt7a3w8HBduHDBUTNo0CDt379fsbGxWrlypTZv3qyRI0c69tvtdnXv3l1BQUHatWuXXnnlFU2fPl1vvfVWmV+fK3h6Bsrbu2GRi6dnoKvbAwCgQnLpI7OePXuqZ8+eRe4zDEOvvvqqpkyZoj59+kiS3nvvPfn7++uzzz7T/fffrx9//FGrV6/Wd999p/bt20uSXn/9dfXq1Uv/+te/VLduXS1evFjZ2dl69913ZbFY1KJFC8XHx2v27NlOwQkAAJhXhX2X2bFjx5ScnKxu3bo5tvn4+Khjx46Ki4uTJMXFxcnX19cRhiSpW7duqlSpknbs2OGouf3222WxWBw14eHhSkhI0JkzZ4o8d1bWxcdKly6ulpqaqiNHjlx2SUxMVG5urqvbBADgmlRhJ1UnJydLkvz9/Z22+/v7O/YlJyfLz8/Pab+Hh4dq1KjhVBMcHFzoGAX7qlevXujc0dHRevbZZ0vnQkpBcSZMZ2Vl6MSJFPn4XHlSNQAAKKzCBiJXioqK0oQJExzrdrtdgYGum39z6YTpy80DOnNmu3JzX1Rubl45dwcAwLWvwgaigIAASVJKSorq1Knj2J6SkqKbbrrJUXPq1Cmn1+Xm5ur06dOO1wcEBCglJcWppmC9oOaPrFarrFZrqVxHaSqYMF2UzMzEcu4GAIDrR4WdQxQcHKyAgACtX7/esc1ut2vHjh0KCwuTJIWFhens2bPatWuXo2bDhg3Kz89Xx44dHTWbN29WTk6OoyY2NlZNmzYt8nEZAAAwH5feIUpPT9fhw4cd68eOHVN8fLxq1Kih+vXr64knntALL7ygxo0bKzg4WM8884zq1q2rvn37SpKaN2+uHj16aMSIEVqwYIFycnI0ZswY3X///apbt64kaeDAgXr22Wc1fPhwTZ48Wfv27dPcuXM1Z84cV1yyy+XkZCkx8fJ3k5icDQAwI5cGop07d6pLly6O9YJ5O0OHDlVMTIwmTZqkjIwMjRw5UmfPntWtt96q1atXq0qVKo7XLF68WGPGjFHXrl1VqVIl9e/fX6+99ppjv4+Pj9auXavIyEi1a9dOtWrV0tSpU035lvvs7DQlJh7V44/PuOwjQSZnAwDMyKWBqHPnzjIM47L73dzc9Nxzz+m55567bE2NGjW0ZMmSK54nNDRUW7ZsKXGf14u8vHTl5lpksYyXr2+TImuYnA0AMKMKO6kaZadKlXpMzgYA4BIVdlI1AABAeSEQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA06vQgWj69Olyc3NzWpo1a+bYf+HCBUVGRqpmzZqqWrWq+vfvr5SUFKdjHD9+XBEREfLy8pKfn58mTpyo3Nzc8r4UAABQgXm4uoE/06JFC61bt86x7uHxv5bHjx+vVatWafny5fLx8dGYMWPUr18/ffPNN5KkvLw8RUREKCAgQNu2bVNSUpKGDBmiypUr66WXXir3awEAABVThQ9EHh4eCggIKLT93Llzeuedd7RkyRLdeeedkqSFCxeqefPm2r59u2655RatXbtWBw4c0Lp16+Tv76+bbrpJzz//vCZPnqzp06fLYrGU9+UAAIAKqEI/MpOkQ4cOqW7durrxxhs1aNAgHT9+XJK0a9cu5eTkqFu3bo7aZs2aqX79+oqLi5MkxcXFqVWrVvL393fUhIeHy263a//+/Zc9Z1ZWlux2u9MCAACuXxU6EHXs2FExMTFavXq15s+fr2PHjum2227T+fPnlZycLIvFIl9fX6fX+Pv7Kzk5WZKUnJzsFIYK9hfsu5zo6Gj5+Pg4lsDAwNK9MAAAUKFU6EdmPXv2dPw6NDRUHTt2VFBQkJYtWyZPT88yO29UVJQmTJjgWLfb7YQiAACuYxX6DtEf+fr6qkmTJjp8+LACAgKUnZ2ts2fPOtWkpKQ45hwFBAQUetdZwXpR85IKWK1W2Ww2pwUAAFy/rqlAlJ6eriNHjqhOnTpq166dKleurPXr1zv2JyQk6Pjx4woLC5MkhYWFae/evTp16pSjJjY2VjabTSEhIeXePwAAqJgq9COzp556Sr1791ZQUJBOnjypadOmyd3dXQ888IB8fHw0fPhwTZgwQTVq1JDNZtPjjz+usLAw3XLLLZKk7t27KyQkRIMHD9bMmTOVnJysKVOmKDIyUlar1cVXBwAAKooKHYh++eUXPfDAA0pLS1Pt2rV16623avv27apdu7Ykac6cOapUqZL69++vrKwshYeH680333S83t3dXStXrtTo0aMVFhYmb29vDR06VM8995yrLgkAAFRAFToQLV269Ir7q1Sponnz5mnevHmXrQkKCtKXX35Z2q2hlOTkZCkxMfGKNTabzRGCAQAoCxU6EOH6lp2dpsTEo3r88RlXfIRZs6ZVS5bMJxQBAMoMgQguk5eXrtxciyyW8fL1bVJkTWbmCaWlzZLdbicQAQDKDIEILlelSj15eze87P6srHJsBgBgStfU2+4BAADKAoEIAACYHo/MKoDU1NQrfoFsYmKicnNzy7EjAADMhUDkYqmpqRo4cLTS0i4/USYrK0MnTqTIx4fJNAAAlAUCkYvZ7XalpWXJan1Snp5Ff4HsmTPblZv7onJz88q5OwAAzIFAVEF4egZe9p1WmZlX/uBCAADw1zCpGgAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmJ6HqxsA/kxOTpYSExMvuz8xMVG5ubnl2BEA4HpDIEKFlp2dpsTEo3r88RmyWq1F1mRlZejEiRT5+GSVc3cAgOsFgQgVWl5eunJzLbJYxsvXt0mRNWfObFdu7ovKzc0r5+4AANcLAhGuCVWq1JO3d8Mi92VmXv5x2qX+7NGbJNlsNtWuXfuq+wMAXNsIRDCF4jx6k6SaNa1asmQ+oQgATIZABFMozqO3zMwTSkubJbvdTiACAJMhEMFUrvToTZKymJcNAKbE5xABAADT4w4RcAkmXgOAORGIgP+PidcAYF4EIuD/Y+I1AJiXqeYQzZs3Tw0aNFCVKlXUsWNHffvtt65uCRVQwcTrohZPz0BXtwcAKAOmCUQffvihJkyYoGnTpun7779X69atFR4erlOnTrm6NQAA4GKmeWQ2e/ZsjRgxQg899JAkacGCBVq1apXeffddPf300y7uDmaUmpoqu91+xRomcF9ZeY5hcc6VnZ0ti8VSLv0AKF2mCETZ2dnatWuXoqKiHNsqVaqkbt26KS4uzoWdwaxSU1M1cOBopaVd+YOPijOB+1oMVqXRc3HHsFo16ZVXnlHNmjUvW/NnQSYtLU0TJ76g8+eNy9bk5GTp5MljuuGGRvLwuPyPViblw4yuhZ9TpghEv/32m/Ly8uTv7++03d/fXz/99FOh+qysLGVd8gl9586dk6Q//c0sifPnzysvL0fnz/+k3NzzRdZkZByRYeQpI+OgKlcu+gtMqSmfmszMX5WV9bsOHDig8+eL/v0qjhMnTujkyXNyd79PFkutImuys3/TyZNLtX37dgUGFj136fTp05o69V86fz7/iuerVs1Nzz03UTVq1Chxz6WltHouzhj+/vtRHTo0T0OGPC2rtejAk5OTreTkRNWpc6M8PNyLrMnK+l2//npKgYFj5eVVp8ia7OwD+v33RGVlRchiueEyNX/+ewpcb4r7d75GDaveeWeOatUq+u9zSRT8u20Yl//PjINhAr/++qshydi2bZvT9okTJxodOnQoVD9t2jRDEgsLCwsLC8t1sJw4ceJPs4Ip7hDVqlVL7u7uSklJcdqekpKigICAQvVRUVGaMGGCYz0/P1+nT59WzZo15ebm9pd6sdvtCgwM1IkTJ2Sz2f7Ssa5njFPxME7Fx1gVD+NUfIxV8bhynAzD0Pnz51W3bt0/rTVFILJYLGrXrp3Wr1+vvn37SroYctavX68xY8YUqrdarYU+mM/X17dUe7LZbPwFKgbGqXgYp+JjrIqHcSo+xqp4XDVOPj4+xaozRSCSpAkTJmjo0KFq3769OnTooFdffVUZGRmOd50BAADzMk0gGjBggFJTUzV16lQlJyfrpptu0urVqwtNtAYAAOZjmkAkSWPGjCnyEVl5slqtmjZt2hW/KwuMU3ExTsXHWBUP41R8jFXxXCvj5GYYxXkvGgAAwPXLNF/dAQAAcDkEIgAAYHoEIgAAYHoEIgAAYHoEonI0b948NWjQQFWqVFHHjh317bffurqlcrV582b17t1bdevWlZubmz777DOn/YZhaOrUqapTp448PT3VrVs3HTp0yKnm9OnTGjRokGw2m3x9fTV8+HClp6eX41WUvejoaN18882qVq2a/Pz81LdvXyUkJDjVXLhwQZGRkapZs6aqVq2q/v37F/ok9uPHjysiIkJeXl7y8/PTxIkTlZubW56XUubmz5+v0NBQxwe+hYWF6auvvnLsZ5yKNmPGDLm5uemJJ55wbGOsLpo+fbrc3NyclmbNmjn2M07/8+uvv+rBBx9UzZo15enpqVatWmnnzp2O/dfcz/TS+K4w/LmlS5caFovFePfdd439+/cbI0aMMHx9fY2UlBRXt1ZuvvzyS+Of//yn8cknnxiSjE8//dRp/4wZMwwfHx/js88+M3744QfjrrvuMoKDg43MzExHTY8ePYzWrVsb27dvN7Zs2WI0atTIeOCBB8r5SspWeHi4sXDhQmPfvn1GfHy80atXL6N+/fpGenq6o2bUqFFGYGCgsX79emPnzp3GLbfcYvztb39z7M/NzTVatmxpdOvWzdi9e7fx5ZdfGrVq1TKioqJccUllZsWKFcaqVauMgwcPGgkJCcb//d//GZUrVzb27dtnGAbjVJRvv/3WaNCggREaGmqMGzfOsZ2xumjatGlGixYtjKSkJMeSmprq2M84XXT69GkjKCjIGDZsmLFjxw7j6NGjxpo1a4zDhw87aq61n+kEonLSoUMHIzIy0rGel5dn1K1b14iOjnZhV67zx0CUn59vBAQEGK+88opj29mzZw2r1Wp88MEHhmEYxoEDBwxJxnfffeeo+eqrrww3Nzfj119/Lbfey9upU6cMScamTZsMw7g4LpUrVzaWL1/uqPnxxx8NSUZcXJxhGBfDZ6VKlYzk5GRHzfz58w2bzWZkZWWV7wWUs+rVqxtvv/0241SE8+fPG40bNzZiY2ONO+64wxGIGKv/mTZtmtG6desi9zFO/zN58mTj1ltvvez+a/FnOo/MykF2drZ27dqlbt26ObZVqlRJ3bp1U1xcnAs7qziOHTum5ORkpzHy8fFRx44dHWMUFxcnX19ftW/f3lHTrVs3VapUSTt27Cj3nsvLuXPnJEk1atSQJO3atUs5OTlOY9WsWTPVr1/faaxatWrl9Ens4eHhstvt2r9/fzl2X37y8vK0dOlSZWRkKCwsjHEqQmRkpCIiIpzGROLP1B8dOnRIdevW1Y033qhBgwbp+PHjkhinS61YsULt27fXvffeKz8/P7Vp00b/+c9/HPuvxZ/pBKJy8NtvvykvL6/Q14T4+/srOTnZRV1VLAXjcKUxSk5Olp+fn9N+Dw8P1ahR47odx/z8fD3xxBPq1KmTWrZsKeniOFgslkJfOPzHsSpqLAv2XU/27t2rqlWrymq1atSoUfr0008VEhLCOP3B0qVL9f333ys6OrrQPsbqfzp27KiYmBitXr1a8+fP17Fjx3Tbbbfp/PnzjNMljh49qvnz56tx48Zas2aNRo8erbFjx2rRokWSrs2f6ab66g7gWhMZGal9+/Zp69atrm6lwmratKni4+N17tw5ffTRRxo6dKg2bdrk6rYqlBMnTmjcuHGKjY1VlSpVXN1OhdazZ0/Hr0NDQ9WxY0cFBQVp2bJl8vT0dGFnFUt+fr7at2+vl156SZLUpk0b7du3TwsWLNDQoUNd3F3JcIeoHNSqVUvu7u6F3omQkpKigIAAF3VVsRSMw5XGKCAgQKdOnXLan5ubq9OnT1+X4zhmzBitXLlSX3/9terVq+fYHhAQoOzsbJ09e9ap/o9jVdRYFuy7nlgsFjVq1Ejt2rVTdHS0Wrdurblz5zJOl9i1a5dOnTqltm3bysPDQx4eHtq0aZNee+01eXh4yN/fn7G6DF9fXzVp0kSHDx/mz9Ql6tSpo5CQEKdtzZs3dzxevBZ/phOIyoHFYlG7du20fv16x7b8/HytX79eYWFhLuys4ggODlZAQIDTGNntdu3YscMxRmFhYTp79qx27drlqNmwYYPy8/PVsWPHcu+5rBiGoTFjxujTTz/Vhg0bFBwc7LS/Xbt2qly5stNYJSQk6Pjx405jtXfvXqcfNrGxsbLZbIV+iF1v8vPzlZWVxThdomvXrtq7d6/i4+MdS/v27TVo0CDHrxmroqWnp+vIkSOqU6cOf6Yu0alTp0IfB3Lw4EEFBQVJukZ/ppf7NG6TWrp0qWG1Wo2YmBjjwIEDxsiRIw1fX1+ndyJc786fP2/s3r3b2L17tyHJmD17trF7924jMTHRMIyLb9H09fU1Pv/8c2PPnj1Gnz59inyLZps2bYwdO3YYW7duNRo3bnzdve1+9OjRho+Pj7Fx40ant/7+/vvvjppRo0YZ9evXNzZs2GDs3LnTCAsLM8LCwhz7C9762717dyM+Pt5YvXq1Ubt27evurb9PP/20sWnTJuPYsWPGnj17jKefftpwc3Mz1q5daxgG43Qll77LzDAYqwJPPvmksXHjRuPYsWPGN998Y3Tr1s2oVauWcerUKcMwGKcC3377reHh4WG8+OKLxqFDh4zFixcbXl5exvvvv++oudZ+phOIytHrr79u1K9f37BYLEaHDh2M7du3u7qlcvX1118bkgotQ4cONQzj4ts0n3nmGcPf39+wWq1G165djYSEBKdjpKWlGQ888IBRtWpVw2azGQ899JBx/vx5F1xN2SlqjCQZCxcudNRkZmYajz32mFG9enXDy8vLuPvuu42kpCSn4/z8889Gz549DU9PT6NWrVrGk08+aeTk5JTz1ZSthx9+2AgKCjIsFotRu3Zto2vXro4wZBiM05X8MRAxVhcNGDDAqFOnjmGxWIwbbrjBGDBggNNn6zBO//PFF18YLVu2NKxWq9GsWTPjrbfectp/rf1MdzMMwyj/+1IAAAAVB3OIAACA6RGIAACA6RGIAACA6RGIAACA6RGIAACA6RGIAACA6RGIAACA6RGIAACA6RGIAFQInTt31hNPPOGy899+++1asmSJy85fGqZPn66bbrqpWLULFixQ7969y7Yh4BpCIAIgSRo2bJjc3Nzk5uamypUrKzg4WJMmTdKFCxdK9TwbN26Um5tboW8M/+STT/T888+X6rmKa8WKFUpJSdH999/vkvO7wsMPP6zvv/9eW7ZscXUrQIVAIALg0KNHDyUlJeno0aOaM2eO/v3vf2vatGnlcu4aNWqoWrVq5XKuP3rttdf00EMPqVIl8/xItFgsGjhwoF577TVXtwJUCOb52w/gT1mtVgUEBCgwMFB9+/ZVt27dFBsb69jfoEEDvfrqq06vuemmmzR9+nTHupubm95++23dfffd8vLyUuPGjbVixQpJ0s8//6wuXbpIkqpXry43NzcNGzZMUuFHZg0aNNALL7ygIUOGqGrVqgoKCtKKFSuUmpqqPn36qGrVqgoNDdXOnTud+tm6datuu+02eXp6KjAwUGPHjlVGRsZlrzk1NVUbNmxwenxkGIamT5+u+vXry2q1qm7duho7dqxjf1ZWlp566indcMMN8vb2VseOHbVx40an437zzTfq3LmzvLy8VL16dYWHh+vMmTOO148dO1Z+fn6qUqWKbr31Vn333XeO1xbcRVu/fr3at28vLy8v/e1vf1NCQoLTOWbMmCF/f39Vq1ZNw4cPL3Q3b+PGjerQoYO8vb3l6+urTp06KTEx0bG/d+/eWrFihTIzMy87PoBZEIgAFGnfvn3atm2bLBbLVb/22Wef1X333ac9e/aoV69eGjRokE6fPq3AwEB9/PHHkqSEhAQlJSVp7ty5lz3OnDlz1KlTJ+3evVsREREaPHiwhgwZogcffFDff/+9GjZsqCFDhqjgO6qPHDmiHj16qH///tqzZ48+/PBDbd26VWPGjLnsObZu3SovLy81b97cse3jjz923CE7dOiQPvvsM7Vq1cqxf8yYMYqLi9PSpUu1Z88e3XvvverRo4cOHTokSYqPj1fXrl0VEhKiuLg4bd26Vb1791ZeXp4kadKkSfr444+1aNEiff/992rUqJHCw8N1+vRpp97++c9/atasWdq5c6c8PDz08MMPO/YtW7ZM06dP10svvaSdO3eqTp06evPNNx37c3Nz1bdvX91xxx3as2eP4uLiNHLkSLm5uTlq2rdvr9zcXO3YsePyv5mAWRgAYBjG0KFDDXd3d8Pb29uwWq2GJKNSpUrGRx995KgJCgoy5syZ4/S61q1bG9OmTXOsSzKmTJniWE9PTzckGV999ZVhGIbx9ddfG5KMM2fOOB3njjvuMMaNG+d0rgcffNCxnpSUZEgynnnmGce2uLg4Q5KRlJRkGIZhDB8+3Bg5cqTTcbds2WJUqlTJyMzMLPK658yZY9x4441O22bNmmU0adLEyM7OLlSfmJhouLu7G7/++qvT9q5duxpRUVGGYRjGAw88YHTq1KnI86WnpxuVK1c2Fi9e7NiWnZ1t1K1b15g5c6ZhGP8bo3Xr1jlqVq1aZUhyXEdYWJjx2GOPOR27Y8eORuvWrQ3DMIy0tDRDkrFx48Yi+yhQvXp1IyYm5oo1gBlwhwiAQ5cuXRQfH68dO3Zo6NCheuihh9S/f/+rPk5oaKjj197e3rLZbDp16tRfOo6/v78kOd2pKdhWcOwffvhBMTExqlq1qmMJDw9Xfn6+jh07VuQ5MjMzVaVKFadt9957rzIzM3XjjTdqxIgR+vTTT5WbmytJ2rt3r/Ly8tSkSROn82zatElHjhyR9L87REU5cuSIcnJy1KlTJ8e2ypUrq0OHDvrxxx8ve/116tRxutYff/xRHTt2dKoPCwtz/LpGjRoaNmyYwsPD1bt3b82dO1dJSUmF+vH09NTvv/9eZK+AmXi4ugEAFYe3t7caNWokSXr33XfVunVrvfPOOxo+fLgkqVKlSo7HUwVycnIKHady5cpO625ubsrPz7/qfi49TsGjnqK2FRw7PT1djz76qNN8nwL169cv8hy1atVyzO0pEBgYqISEBK1bt06xsbF67LHH9Morr2jTpk1KT0+Xu7u7du3aJXd3d6fXVa1aVdLFkFEarnStxbFw4UKNHTtWq1ev1ocffqgpU6YoNjZWt9xyi6Pm9OnTql27dqn0C1zLuEMEoEiVKlXS//3f/2nKlCmOSbe1a9d2ustgt9sve+flcgrmJBXMpylNbdu21YEDB9SoUaNCy+XmQrVp00bJycmFQpGnp6d69+6t1157TRs3blRcXJz27t2rNm3aKC8vT6dOnSp0joCAAEkX7+ysX7++yPM1bNhQFotF33zzjWNbTk6OvvvuO4WEhBT7Wps3b15o7s/27duLvL6oqCht27ZNLVu2dPqspSNHjujChQtq06ZNsc8LXK8IRAAu695775W7u7vmzZsnSbrzzjv13//+V1u2bNHevXs1dOjQQndJ/kxQUJDc3Ny0cuVKpaamKj09vdT6nTx5srZt26YxY8YoPj5ehw4d0ueff37FSdVt2rRRrVq1nAJKTEyM3nnnHe3bt09Hjx7V+++/L09PTwUFBalJkyYaNGiQhgwZok8++UTHjh3Tt99+q+joaK1atUqSFBUVpe+++06PPfaY9uzZo59++knz58/Xb7/9Jm9vb40ePVoTJ07U6tWrdeDAAY0YMUK///67405ccYwbN07vvvuuFi5cqIMHD2ratGnav3+/Y/+xY8cUFRWluLg4JSYmau3atTp06JDT5PEtW7boxhtvVMOGDa9mmIHrEoEIwGV5eHhozJgxmjlzpjIyMhQVFaU77rhD//jHPxQREaG+ffte9T+mN9xwg5599lk9/fTT8vf3v2JYuVqhoaHatGmTDh48qNtuu01t2rTR1KlTVbdu3cu+xt3dXQ899JAWL17s2Obr66v//Oc/6tSpk0JDQ7Vu3Tp98cUXqlmzpqSLj6KGDBmiJ598Uk2bNlXfvn313XffOR7LNWnSRGvXrtUPP/ygDh06KCwsTJ9//rk8PC7OUpgxY4b69++vwYMHq23btjp8+LDWrFmj6tWrF/taBwwYoGeeeUaTJk1Su3btlJiYqNGjRzv2e3l56aefflL//v3VpEkTjRw5UpGRkXr00UcdNR988IFGjBhR7HMC1zM3448TAgDAZJKTk9WiRQt9//33CgoKcnU75WL//v268847dfDgQfn4+Li6HcDluEMEwPQCAgL0zjvv6Pjx465updwkJSXpvffeIwwB/x93iAAAgOlxhwgAAJgegQgAAJgegQgAAJgegQgAAJgegQgAAJgegQgAAJgegQgAAJgegQgAAJgegQgAAJje/wOUcAnUq6mrgQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Runtime Distribution\n", + "\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "# Filter out agents and challenges\n", + "filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n", + "filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n", + "\n", + "# Convert 'categories' to a list and take the first category\n", + "filtered_df['categories'] = filtered_df['categories'].apply(lambda x: x.split(\", \") if isinstance(x, str) else x)\n", + "filtered_df['first_category'] = filtered_df['categories'].apply(lambda x: x[0] if isinstance(x, list) and len(x) > 0 else x)\n", + "\n", + "# Convert 'run_time' to float; assuming it's a string like \"60.018 seconds\"\n", + "filtered_df['run_time_float'] = filtered_df['run_time'].apply(lambda x: float(x.split(\" \")[0]) if isinstance(x, str) else x)\n", + "\n", + "# Create histogram\n", + "plt.hist(filtered_df['run_time_float'].dropna(), bins=50, alpha=0.7, color='blue', edgecolor='black')\n", + "plt.title('Runtime Distribution')\n", + "plt.xlabel('Runtime (seconds)')\n", + "plt.ylabel('Frequency')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data types for 'agent': []\n", + "Number of duplicate 'agent' entries: 18493\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Average and Individual Runtimes by Agent\n", + "\n", + "filtered_df = df.copy()\n", + "\n", + "if agents_to_ignore:\n", + " filtered_df = filtered_df[~filtered_df['agent'].isin(agents_to_ignore)]\n", + "\n", + "if challenges_to_ignore:\n", + " filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n", + "\n", + "# Debugging Step 1: Check data types\n", + "print(\"Data types for 'agent':\", filtered_df['agent'].apply(type).unique())\n", + "\n", + "# Debugging Step 2: Drop NaNs\n", + "filtered_df = filtered_df.dropna(subset=['agent'])\n", + "\n", + "# Debugging Step 3: Explicit Type Conversion\n", + "filtered_df['agent'] = filtered_df['agent'].astype(str)\n", + "\n", + "filtered_df['run_time_float'] = filtered_df['run_time'].apply(lambda x: float(x.split(\" \")[0]) if isinstance(x, str) else x)\n", + "\n", + "# Calculate the average run time for each agent\n", + "avg_run_time = filtered_df.groupby('agent')['run_time_float'].mean()\n", + "\n", + "# Debugging Step 4: Check for Duplicates\n", + "print(\"Number of duplicate 'agent' entries:\", filtered_df['agent'].duplicated().sum())\n", + "\n", + "# Continue with your plotting\n", + "plt.figure(figsize=(12, 8))\n", + "bars = plt.bar(avg_run_time.index, avg_run_time, color='blue', alpha=0.6, label='Average Runtime')\n", + "\n", + "for i, agent in enumerate(avg_run_time.index):\n", + " agent_data = filtered_df['run_time_float'][filtered_df['agent'] == agent]\n", + " plt.scatter([i]*len(agent_data), agent_data, color='red', s=20, zorder=2, label='Individual Runs' if i == 0 else \"\")\n", + "\n", + "plt.title('Average and Individual Runtimes by Agent')\n", + "plt.xlabel('Agent')\n", + "plt.ylabel('Runtime (seconds)')\n", + "plt.xticks(rotation=45)\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Run Time Distribution by Category and Agent\n", + "\n", + "# Filter out agents to ignore\n", + "filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n", + "\n", + "# Filter out challenges to ignore\n", + "filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n", + "\n", + "# Convert 'categories' from a comma-separated string to a list\n", + "filtered_df['categories'] = filtered_df['categories'].apply(lambda x: x.split(\", \") if isinstance(x, str) else x)\n", + "\n", + "# Take the first category and create a new column for it\n", + "filtered_df['first_category'] = filtered_df['categories'].apply(lambda x: x[0] if isinstance(x, list) and len(x) > 0 else x)\n", + "\n", + "# Convert 'run_time' to float\n", + "filtered_df['run_time'] = filtered_df['run_time'].str.replace(' seconds', '').astype(float)\n", + "\n", + "# Create the plot\n", + "plt.figure(figsize=(12, 8))\n", + "sns.barplot(x='first_category', y='run_time', hue='agent', data=filtered_df)\n", + "plt.title('Run Time Distribution by Category and Agent')\n", + "plt.xlabel('First Category')\n", + "plt.ylabel('Run Time (seconds)')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Model Usage per Category\n", + "\n", + "# Filter out agents to ignore\n", + "filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n", + "\n", + "# Filter out challenges to ignore\n", + "filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n", + "\n", + "# Convert 'categories' from a comma-separated string to a list\n", + "filtered_df['categories'] = filtered_df['categories'].apply(lambda x: x.split(\", \") if isinstance(x, str) else x)\n", + "\n", + "# Take the first category and create a new column for it\n", + "filtered_df['first_category'] = filtered_df['categories'].apply(lambda x: x[0] if isinstance(x, list) and len(x) > 0 else x)\n", + "\n", + "# Count the model usages for each category\n", + "model_count_df = filtered_df.groupby(['first_category', 'model']).size().reset_index(name='count')\n", + "\n", + "# Create the plot\n", + "plt.figure(figsize=(14, 8))\n", + "sns.barplot(x='first_category', y='count', hue='model', data=model_count_df)\n", + "plt.title('Model Usage per Category')\n", + "plt.xlabel('First Category')\n", + "plt.ylabel('Count')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Overall Model Usage\n", + "\n", + "# Filter out agents to ignore\n", + "filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n", + "\n", + "# Filter out challenges to ignore\n", + "filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n", + "\n", + "# Convert 'categories' from a comma-separated string to a list\n", + "filtered_df['categories'] = filtered_df['categories'].apply(lambda x: x.split(\", \") if isinstance(x, str) else x)\n", + "\n", + "# Count the model usages\n", + "model_count = filtered_df['model'].value_counts()\n", + "\n", + "# Create the pie chart\n", + "plt.figure(figsize=(10, 8))\n", + "plt.pie(model_count, labels=model_count.index, autopct='%1.1f%%', startangle=90)\n", + "plt.axis('equal') # Equal aspect ratio ensures that pie is drawn as a circle.\n", + "plt.title('Overall Model Usage')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Average Success Rate by Agent and Difficulty Level\n", + "\n", + "filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n", + "filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n", + "\n", + "filtered_df = filtered_df[filtered_df['difficulty'] != 'No successful tests']\n", + "\n", + "grouped_df = filtered_df.groupby(['agent', 'difficulty'])['success_%'].mean().reset_index()\n", + "\n", + "plt.figure(figsize=(14, 8))\n", + "\n", + "# Define ordered difficulties\n", + "ordered_difficulties = ['interface', 'basic', 'novice', 'intermediate', 'advanced']\n", + "\n", + "# List unique agents\n", + "unique_agents = grouped_df['agent'].unique()\n", + "\n", + "# Loop over each agent to create its own set of bars in the chart\n", + "for i, agent in enumerate(unique_agents):\n", + " agent_data = grouped_df[grouped_df['agent'] == agent]\n", + " \n", + " # Create an empty list to hold success rates in the order of `ordered_difficulties`\n", + " ordered_success_rates = []\n", + " for difficulty in ordered_difficulties:\n", + " success_rate = agent_data[agent_data['difficulty'] == difficulty]['success_%']\n", + " ordered_success_rates.append(success_rate.iloc[0] if not success_rate.empty else 0)\n", + " \n", + " plt.bar([x + 0.2*i for x in range(len(ordered_difficulties))],\n", + " ordered_success_rates,\n", + " width=0.2,\n", + " label=agent)\n", + "\n", + "# Label the x-axis with the ordered difficulties\n", + "plt.xticks([x + 0.1*(len(unique_agents)-1) for x in range(len(ordered_difficulties))], ordered_difficulties)\n", + "\n", + "plt.xlabel('Difficulty Level')\n", + "plt.ylabel('Average Success Rate (%)')\n", + "plt.title('Average Success Rate by Agent and Difficulty Level')\n", + "plt.legend()\n", + "\n", + "plt.show()" + ] + }, { "cell_type": "code", "execution_count": null,